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MCP servers tagged agent-memory

808 live MCP servers tagged "agent-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with agent-memory.

808
live servers
36
avg trust
13K
most stars
1

Evermemos

EverMind-AI

One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.

★ 13Kupdated yesterdayApache-2.0
92
2

Vestige

samvallad33

Think before doing, prove before saving. Vestige is a local, deterministic safety kernel for AI agents. Every memory write and agent action is recorded in Strata, an append-only…

★ 652updated yesterdayAGPL-3.0
85
3

Eion

eiondb

Shared Memory Storage for Multi-Agent Systems

★ 159updated a year agoAGPL-3.0
75
4

agentic-mcp-tools/memora

agentic-box

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

★ 742updated 2 days agoMIT
73
5

Awesome Harness Engineering

ai-boost

Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permissions, observability, and orchestration.

★ 4.9Kupdated 2 days ago
64
6

M Flow

FlowElement-xinliuyuansu

A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.

★ 4.5Kupdated a month agoApache-2.0
64
7

Awesome Harness Engineering

Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permissions, observability, and orchestration.

★ 4.4K
64
8

Agent Memory

tigerless-labs

Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. Claude Code and Codex share one…

★ 4.3Kupdated 4 days agoMIT
64
9

Obsidian Wiki

Ar9av

Framework for AI agents to build and maintain a digital brain through Obsidian wiki | Memory System for Agents

★ 3.6Kupdated 2 days agoMIT
64
10

Cursor10x MCP

aiurda

The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code relationships across…

★ 78updated a year agoMIT
64
11

TeamSafeAI/LIFE

TeamSafeAI

LIFE — Persistent identity architecture for AI agents. 16 MCP servers: drives, heart, memory, patterns, journal, genesis, garden, vision, voice, and more. Zero dependencies. Built…

★ 11updated 8 months agoMIT
64
12

Obsidian Wiki

Framework for AI agents to build and maintain a digital brain through Obsidian wiki | Memory System for Agents

★ 1
64
13

Dolt

Dolt – Git for Data

64
14

Semantica

Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.

64
15

AI Agent Book

《深入理解 AI Agent:设计原理与工程实践》(李博杰 著)开源主仓库:全书正文、编译版 PDF 与按章配套代码

64
16

Nowledge Mem

nowledge-co

Memory and context manager just works.

★ 302updated a month ago
61
17

Discord MCP Agent

zebbern

A Model Context Protocol (MCP) server for Discord-based AI agent-user communication. Enables AI agents to communicate with users through Discord instead of IDE chat interfaces.

★ 8updated 8 months agoMIT
53
18

Graphicle

Graphicle-AI

Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client.

★ 301updated 2 days agoApache-2.0
52
19

Base

ChristopherKahler

AI builder operating system. Turn Claude Code from a per-session tool into a workspace that remembers, maintains itself, and never goes stale. BASE = Builder's Automated State Eng…

★ 300updated 14 days ago
52
20

AI Agents For Cybersecurity

santosomar

Hands-on code, labs, and reference material by Omar Santos for building, securing, and operating AI agents in cybersecurity.

★ 248updated 8 days agoBSD-3-Clause
52
21

SodaMem

SodaMem

Agentic memory infra for AI agents

★ 225updated 2 months agoApache-2.0
52
22

Mnem

Uranid

Git for AI Agent Knowledge. A persistent, versioned memory layer for AI systems. Hybrid GraphRAG retrieval. Runs entirely offline.

★ 139updated 2 months agoApache-2.0
52
23

Agent Brain

Local-first RAG memory for AI agents: hybrid + GraphRAG search, MCP server with OAuth 2.1, plugin for Claude Code / OpenCode / Codex.

★ 120
52
24

Agent Brain

SpillwaveSolutions

Local-first RAG memory for AI agents: hybrid + GraphRAG search, MCP server with OAuth 2.1, plugin for Claude Code / OpenCode / Codex.

★ 119updated a month agoMIT
52
25

Ori Mnemos

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

52
26

MemoMind

Give your AI agent a brain that remembers. Local memory system for Claude Code — 100% private, GPU-accelerated, zero cloud dependency.

52
27

Yantrikdb Server

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTT…

52
28

AgentRecall MCP

AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a brain that survives every session. Built on the Intelligent Distance principle.

52
29

Mnemory

A self-hosted, secure, feature-rich memory system for AI agents and assistants. Provides intelligent fact extraction and deduplication, with an artifact store for detailed content.

52
30

Agentkeeper

Crash-resistant cognitive continuity for AI agents — checkpoint/restore, cross-model state reconstruction, semantic recall, and compression. Your agent survives crashes, restarts,…

52
31

Agent Systems Handbook

A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent archite…

52
32

Atomicmemory

Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugins.

52
33

AgentRecall X

Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.

52
34

Paxm

Persistent, provider-neutral memory for Codex, Claude Code, OpenCode, Pi, and MCP coding agents.

52
35

Engraphis

Local-first, inspectable memory for coding agents: durable context across sessions and repositories, code-aware recall, bi-temporal history, MCP, and a self-hosted WebUI.

52
36

Uteke

🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.

52
37

Caura

Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-i…

52
38

Www Project Agent Memory Guard

OWASP Foundation web repository

52
39

Open Index

The structured context layer for AI agents. Build self-learning specialised agents that are context aware.

52
40

Halofy

Halofy is the open access and governance layer for AI agents across your organization. Identity, policy, provenance, audit, and signed erasure.

52
41

Aikito

Your durable workspace across AI agents.

52
42

Lemmalog

A Datalog engine for LLM agent memory: stratified rules, provenance-tracked facts, incremental derivation, and an MCP server that lets your harness use it as a shared brain.

52
43

Funes

Durable, searchable memory of your past agent sessions.

52
44

Cohort

Local-first Agent Runtime connecting LLMs to controlled tools, Chrome, desktop automation, MCP, context governance, and verifiable memory.

52
45

Dsh Noema

Noema long-term memory plugin for DSH: durable, inspectable agent memory with recall tools and a settings page.

52
46

Origin

dstotijn

MCP server that manages MCP servers

★ 5updated a year agoApache-2.0
49
47

Awesome OKF

Albertchamberlain

OKF (Open Knowledge Format) — curated catalog of tools, plugins, skills, proposals, and docs for agent-friendly knowledge. YAML-driven, agent-searchable, MCP-ready.

★ 97updated a month ago
44
48

Brain

codejunkie99

Git-backed long-term memory for AI coding agents

★ 84updated 2 months agoApache-2.0
44
49

Mind

Da7-Tech

Persistent memory for AI coding agents: automatic capture, explainable recall, knowledge consolidation, privacy controls, and portable offline storage. One Python file, zero depen…

★ 77updated 2 months agoMIT
44
50

Osk System

lpaiu-cs

Source-grounded MCP memory runtime and Obsidian-compatible vault template for LLM agents.

★ 76updated yesterday
44
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